Skip to main content
Log in

Second-Order Sufficient Conditions for State-Constrained Optimal Control Problems

  • Published:
Journal of Optimization Theory and Applications Aims and scope Submit manuscript

Abstract

Second-order sufficient optimality conditions (SSC) are derived for an optimal control problem subject to mixed control-state and pure state constraints of order one. The proof is based on a Hamilton-Jacobi inequality and it exploits the regularity of the control function as well as the associated Lagrange multipliers. The obtained SSC involve the strict Legendre-Clebsch condition and the solvability of an auxiliary Riccati equation. They are weakened by taking into account the strongly active constraints.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  1. Pickenhain, S., and Tammer, K., Sufficient Conditions for Local Optimality in Multidimensional Control Problems with State Restrictions, Zeitschrift für Analysis und ihre Anwendungen, Vol. 10, pp. 397–405, 1991

    Google Scholar 

  2. Maurer, H., and Pickenhain, S., Second-Order Sufficient Conditions for Control Problems with Mixed Control-State Constraints, Journal of Optimization Theory and Applications, Vol. 86, pp. 649–667, 1995.

    Google Scholar 

  3. Hartl, R. F., Sethi, S. P., and Vickson, R. G., A Survey of the Maximum Principle for Optimal Control Problems with State Constraints, SIAM Review, Vol. 37, pp. 181–218, 1995.

    Google Scholar 

  4. Malanowski, K., On Normality of Lagrange Multipliers for State-Constrained Optimal Control Problems, Optimization, Vol. 52, pp. 75–91, 2003.

    Google Scholar 

  5. Zeidan, V., The Riccati Equation for Optimal Control Problems with Mixed State-Control Problems: Necessity and Sufficiency, SIAM Journal on Control and Optimization, Vol. 32, pp. 1297–1321, 1994.

    Google Scholar 

  6. Malanowski, K., and Maurer, H., Sensitivity Analysis for Parametric Problems with Control-State Constraints, Computational Optimization and Applications, Vol. 5, pp. 253–283, 1996.

    Google Scholar 

  7. Hager, W. W., Lipschitz Continuity for Constrained Processes, SIAM Journal on Control and Optimization, Vol. 17, pp. 321–338, 1979.

    Google Scholar 

  8. Neustadt, L. W., Optimization: A Theory of Necessary Conditions, Princeton University Press, Princeton, New Jersey, 1976.

    Google Scholar 

  9. Fiacco, A. V., and Mccormick, G. P., Nonlinear Programming: Sequential Unconstrained Minimization Techniques, John Wiley, New York, NY, 1968.

    Google Scholar 

  10. Maurer, H., and Zowe, J., First and Second-Order Necessary and Sufficient Optimality Conditions for Infinite-Dimensional Programming Problems, Mathematical Programming, Vol. 16, pp. 98–110, 1979.

    Google Scholar 

  11. Haynsworth, E. V., Determination of the Inertia of a Partitioned Hermitian Matrix, Linear Algebra and Applications, Vol. 1, pp. 73–81, 1968.

    Google Scholar 

  12. Maurer, H., First and Second-Order Sufficient Optimality Conditions in Mathematical Programming and Optimal Control, Mathematical Programming Study, Vol. 14, pp. 163–177, 1981.

    Google Scholar 

  13. Malanowski, K., and Maurer, H., Sensitivity Analysis for State–Constrained Optimal Control Problems, Discrete and Continuous Dynamical Systems, Vol. 4, pp. 241–272, 1998.

    Google Scholar 

  14. Augustin, D., and Maurer, H., Computational Sensitivity Analysis for State-Constrained Control Problems, Annals of Operations Research, Vol. 101, pp. 75–99, 2001.

    Google Scholar 

  15. Augustin, D., and Maurer, H., Second-Order Sufficient Conditions and Sensitivity Analysis for the Optimal Control of a Container Crane under State Constraints, Optimization, Vol. 49, pp. 351–368, 2001.

    Google Scholar 

  16. Kawasaki, H., and Zeidan, V., Conjugate Points for Variational Problems with Equality State Constraints, SIAM Journal on Control and Optimization, Vol. 39, pp. 433–456, 2000.

    Google Scholar 

  17. Oberle, H. J., and Grimm, W., BNDSCO: A Program for the Numerical Solution of Optimal Control Problems, Report 515-89/22, Institute for Flight Systems Dynamics, DLR, Oberpfaffenhofen, Germany, 1989.

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Rights and permissions

Reprints and permissions

About this article

Cite this article

Malanowski, K., Maurer, H. & Pickenhain, S. Second-Order Sufficient Conditions for State-Constrained Optimal Control Problems. Journal of Optimization Theory and Applications 123, 595–617 (2004). https://doi.org/10.1007/s10957-004-5725-0

Download citation

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10957-004-5725-0

Navigation